Use of Empirical Mode Decomposition in ERP Analysis to Classify Familial Risk and Diagnostic Outcomes for Autism Spectrum Disorder.
autism spectrum disorder
empirical mode decomposition
event-related potential
intrinsic mode functions
k-nearest neighbor
support vector machine
Journal
Brain sciences
ISSN: 2076-3425
Titre abrégé: Brain Sci
Pays: Switzerland
ID NLM: 101598646
Informations de publication
Date de publication:
24 Mar 2021
24 Mar 2021
Historique:
received:
16
02
2021
revised:
17
03
2021
accepted:
18
03
2021
entrez:
3
4
2021
pubmed:
4
4
2021
medline:
4
4
2021
Statut:
epublish
Résumé
Event-related potentials (ERPs) activated by faces and gaze processing are found in individuals with autism spectrum disorder (ASD) in the early stages of their development and may serve as a putative biomarker to supplement behavioral diagnosis. We present a novel approach to the classification of visual ERPs collected from 6-month-old infants using intrinsic mode functions (IMFs) derived from empirical mode decomposition (EMD). Selected features were used as inputs to two machine learning methods (support vector machines and
Identifiants
pubmed: 33804986
pii: brainsci11040409
doi: 10.3390/brainsci11040409
pmc: PMC8063929
pii:
doi:
Types de publication
Journal Article
Langues
eng
Subventions
Organisme : Fonds de recherche du Québec - Nature et technologies
ID : 298991
Références
Biomed Eng Online. 2011 May 24;10:38
pubmed: 21609459
Pediatrics. 2011 Sep;128(3):e488-95
pubmed: 21844053
J Med Syst. 2012 Apr;36(2):957-63
pubmed: 20711644
Data Brief. 2019 Jun 08;25:104101
pubmed: 31294058
J Neurosci Methods. 2021 Jan 1;347:108961
pubmed: 33038417
Front Hum Neurosci. 2014 Apr 14;8:213
pubmed: 24782741
Mol Med. 2020 May 7;26(1):40
pubmed: 32380941
Biol Psychiatry. 2009 Nov 15;66(10):950-7
pubmed: 19765688
J Med Syst. 2010 Apr;34(2):195-212
pubmed: 20433058
IEEE J Biomed Health Inform. 2013 Mar;17(2):312-8
pubmed: 24235109
J Child Psychol Psychiatry. 2016 Aug;57(8):927-37
pubmed: 27090613
Annu Int Conf IEEE Eng Med Biol Soc. 2015;2015:4101-5
pubmed: 26737196
Dev Neuropsychol. 2012;37(3):274-98
pubmed: 22545662
J Autism Dev Disord. 2018 Jul;48(7):2418-2433
pubmed: 29453709
Neuroimage. 2019 Sep;198:181-197
pubmed: 31103785
PLoS One. 2012;7(6):e39127
pubmed: 22745707
Comput Methods Programs Biomed. 2017 Apr;142:73-79
pubmed: 28325448
Neuroimage. 2018 May 15;172:826-837
pubmed: 29079524
Annu Int Conf IEEE Eng Med Biol Soc. 2009;2009:2651-4
pubmed: 19963776
BMC Med. 2011 Feb 22;9:18
pubmed: 21342500
Sci Rep. 2018 May 1;8(1):6828
pubmed: 29717196
Biol Psychiatry. 2009 Jan 1;65(1):31-8
pubmed: 19064038
Int J Neural Syst. 2012 Dec;22(6):1250027
pubmed: 23186276
J Neural Eng. 2014 Aug;11(4):046019
pubmed: 24981017
PLoS One. 2017 May 3;12(5):e0175870
pubmed: 28467487
Child Dev. 2002 May-Jun;73(3):700-17
pubmed: 12038546
Curr Opin Neurol. 2015 Apr;28(2):110-6
pubmed: 25710286
Dev Cogn Neurosci. 2012 Apr;2(2):244-55
pubmed: 22483074
J Child Psychol Psychiatry. 2004 Oct;45(7):1235-45
pubmed: 15335344
Curr Biol. 2012 Feb 21;22(4):338-42
pubmed: 22285033
J Neurosci Methods. 2004 Mar 15;134(1):9-21
pubmed: 15102499